This is a first-pass exploration of some of the relationships among QTS data for the “Spiritual curiosity” interview.
Requested by Josh
prayfreqminHow many minutes each day do you do that on average throughout the week? [use real world examples, ask alone? With others? Probe away– Answer with interviewer judgement for answers]
godvoxaloudSome people say that they have heard God* speak out loud to them. Has this ever happened to you?
Ignoring unknown aesthetics: fill
Ignoring unknown aesthetics: fill
Call:
glm(formula = godvoxaloud_num ~ prayfreqmin + country, family = "binomial",
data = d1)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.6943 -1.0287 -0.4517 1.0349 2.1603
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -0.48850 0.13784 -3.544 0.000394 ***
prayfreqmin.L 0.72521 0.24425 2.969 0.002986 **
prayfreqmin.Q 0.54951 0.27194 2.021 0.043309 *
prayfreqmin.C -0.34503 0.29267 -1.179 0.238435
countryGH 0.96795 0.21984 4.403 1.07e-05 ***
countryTH 0.26275 0.26631 0.987 0.323817
countryCH 0.31219 0.24581 1.270 0.204064
countryVT 0.06538 0.25911 0.252 0.800780
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 445.45 on 328 degrees of freedom
Residual deviance: 385.51 on 321 degrees of freedom
AIC: 401.51
Number of Fisher Scoring iterations: 4
godviavisions_Some people say that they have had a vision from God*—they have a picture, but it is like they see it with their eyes. Has anything like that happened to you?_
Ignoring unknown aesthetics: fill
Ignoring unknown aesthetics: fill
Call:
glm(formula = godviavisions_num ~ prayfreqmin + country, family = "binomial",
data = d2)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.8505 -1.0006 -0.5376 1.1721 2.0931
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -0.6350 0.1364 -4.657 3.20e-06 ***
prayfreqmin.L 0.9159 0.2465 3.716 0.000202 ***
prayfreqmin.Q 0.8556 0.2744 3.118 0.001824 **
prayfreqmin.C 0.3893 0.2940 1.324 0.185487
countryGH 1.0189 0.2241 4.546 5.46e-06 ***
countryTH 0.6879 0.2720 2.529 0.011434 *
countryCH -0.8946 0.2927 -3.056 0.002240 **
countryVT 0.1404 0.2569 0.547 0.584652
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 442.60 on 334 degrees of freedom
Residual deviance: 386.11 on 327 degrees of freedom
AIC: 402.11
Number of Fisher Scoring iterations: 4
godviabodyexperiencesSome people have particular experiences in your body that they associate with God* or spirit. Does that happen for you? [examples: warm hands, goosebumps, fire in the belly]
Ignoring unknown aesthetics: fill
Ignoring unknown aesthetics: fill
Call:
glm(formula = godviabodyexperiences_num ~ prayfreqmin + country,
family = "binomial", data = d3)
Deviance Residuals:
Min 1Q Median 3Q Max
-2.0197 -1.1716 0.6774 0.9098 1.3410
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 0.7087 0.1333 5.318 1.05e-07 ***
prayfreqmin.L 0.5087 0.2365 2.151 0.0314 *
prayfreqmin.Q 0.4779 0.2624 1.821 0.0686 .
prayfreqmin.C 0.1812 0.2794 0.648 0.5168
countryGH 0.5708 0.2399 2.379 0.0174 *
countryTH 0.8779 0.3075 2.855 0.0043 **
countryCH -0.4756 0.2483 -1.915 0.0555 .
countryVT -0.1345 0.2498 -0.538 0.5904
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 432.22 on 334 degrees of freedom
Residual deviance: 401.72 on 327 degrees of freedom
AIC: 417.72
Number of Fisher Scoring iterations: 4
Requested by Emily, John
selfunsuregodrealHas there been a time when you yourself wondered whether God* was real?
godvoxaloudSome people say that they have heard God* speak out loud to them. Has this ever happened to you?
Ignoring unknown aesthetics: fill
Ignoring unknown aesthetics: fill
Call:
glm(formula = godvoxaloud_num ~ selfunsuregodreal + country,
family = "binomial", data = d4)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.4172 -1.0250 -0.5127 1.0019 2.0467
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -0.48030 0.12984 -3.699 0.000216 ***
selfunsuregodrealY -0.06013 0.13148 -0.457 0.647428
countryGH 0.96826 0.21664 4.469 7.84e-06 ***
countryTH 0.01445 0.26824 0.054 0.957045
countryCH 0.38944 0.24568 1.585 0.112927
countryVT 0.05046 0.26117 0.193 0.846783
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 425.96 on 313 degrees of freedom
Residual deviance: 381.21 on 308 degrees of freedom
AIC: 393.21
Number of Fisher Scoring iterations: 4
godviavisions_Some people say that they have had a vision from God*—they have a picture, but it is like they see it with their eyes. Has anything like that happened to you?_
Ignoring unknown aesthetics: fill
Ignoring unknown aesthetics: fill
Call:
glm(formula = godviavisions_num ~ selfunsuregodreal + country,
family = "binomial", data = d5)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.3494 -0.9325 -0.6851 1.0730 1.8335
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -0.61903 0.12654 -4.892 9.98e-07 ***
selfunsuregodrealY 0.07250 0.13008 0.557 0.577
countryGH 0.94212 0.21319 4.419 9.91e-06 ***
countryTH 0.33721 0.26619 1.267 0.205
countryCH -0.57989 0.27647 -2.097 0.036 *
countryVT 0.08384 0.25358 0.331 0.741
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 421.43 on 318 degrees of freedom
Residual deviance: 390.32 on 313 degrees of freedom
AIC: 402.32
Number of Fisher Scoring iterations: 4
godviabodyexperiencesSome people have particular experiences in your body that they associate with God* or spirit. Does that happen for you? [examples: warm hands, goosebumps, fire in the belly]
Ignoring unknown aesthetics: fill
Ignoring unknown aesthetics: fill
Call:
glm(formula = godviabodyexperiences_num ~ selfunsuregodreal +
country, family = "binomial", data = d6)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.8787 -1.2314 0.6239 0.9295 1.3046
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 0.7104 0.1281 5.547 2.9e-08 ***
selfunsuregodrealY 0.2447 0.1317 1.857 0.06324 .
countryGH 0.6218 0.2393 2.598 0.00936 **
countryTH 0.5827 0.3091 1.885 0.05939 .
countryCH -0.3396 0.2472 -1.374 0.16945
countryVT -0.1051 0.2520 -0.417 0.67670
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 411.83 on 319 degrees of freedom
Residual deviance: 388.48 on 314 degrees of freedom
AIC: 400.48
Number of Fisher Scoring iterations: 4
morequesmoreanswrDo you think that the more spiritually mature you become, you will discover more questions or more answers?
godvoxaloudSome people say that they have heard God* speak out loud to them. Has this ever happened to you?
Ignoring unknown aesthetics: fill
Ignoring unknown aesthetics: fill
Call:
glm(formula = godvoxaloud_num ~ morequesmoreanswr + country,
family = "binomial", data = d7)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.3916 -0.9962 -0.4262 0.9922 2.2109
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -0.66021 0.16799 -3.930 8.49e-05 ***
morequesmoreanswrQ -0.01904 0.15815 -0.120 0.904
countryGH 1.13182 0.23763 4.763 1.91e-06 ***
countryTH 0.19867 0.31243 0.636 0.525
countryCH 0.30072 0.33750 0.891 0.373
countryVT 0.04283 0.32548 0.132 0.895
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 325.08 on 241 degrees of freedom
Residual deviance: 280.00 on 236 degrees of freedom
AIC: 292
Number of Fisher Scoring iterations: 4
godviavisions_Some people say that they have had a vision from God*—they have a picture, but it is like they see it with their eyes. Has anything like that happened to you?_
Ignoring unknown aesthetics: fill
Ignoring unknown aesthetics: fill
Call:
glm(formula = godviavisions_num ~ morequesmoreanswr + country,
family = "binomial", data = d8)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.3859 -1.0362 -0.6046 1.1414 2.0296
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -0.6693 0.1688 -3.966 7.32e-05 ***
morequesmoreanswrQ 0.1963 0.1524 1.288 0.1977
countryGH 0.9509 0.2360 4.029 5.61e-05 ***
countryTH 0.5239 0.3173 1.651 0.0986 .
countryCH -1.0576 0.4511 -2.345 0.0190 *
countryVT 0.3238 0.3163 1.024 0.3059
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 324.31 on 242 degrees of freedom
Residual deviance: 294.26 on 237 degrees of freedom
AIC: 306.26
Number of Fisher Scoring iterations: 4
godviabodyexperiencesSome people have particular experiences in your body that they associate with God* or spirit. Does that happen for you? [examples: warm hands, goosebumps, fire in the belly]
Ignoring unknown aesthetics: fill
Ignoring unknown aesthetics: fill
Call:
glm(formula = godviabodyexperiences_num ~ morequesmoreanswr +
country, family = "binomial", data = d9)
Deviance Residuals:
Min 1Q Median 3Q Max
-1.9161 -1.2012 0.7151 0.9643 1.1833
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 0.71377 0.16004 4.460 8.19e-06 ***
morequesmoreanswrQ 0.03487 0.15590 0.224 0.8230
countryGH 0.48453 0.25161 1.926 0.0541 .
countryTH 0.91340 0.38086 2.398 0.0165 *
countryCH -0.55071 0.33456 -1.646 0.0997 .
countryVT -0.15448 0.30626 -0.504 0.6140
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 310.96 on 244 degrees of freedom
Residual deviance: 293.37 on 239 degrees of freedom
AIC: 305.37
Number of Fisher Scoring iterations: 4
Here are other things on our to-do list: